{"id":"W3204527360","doi":"10.3390/life11101051","title":"Natural Selection beyond Life? A Workshop Report","year":2021,"lang":"en","type":"article","venue":"Life","topic":"Origins and Evolution of Life","field":"Physics and Astronomy","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal","funders":"Centre National de la Recherche Scientifique","keywords":"Natural selection; Selection (genetic algorithm); Natural (archaeology); Context (archaeology); Living systems; Philosophy of biology; Epistemology; Cognitive science; Computer science; Data science; Biology; Psychology; Artificial intelligence; Philosophy of science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00007694168,0.000100841,0.0001378379,0.00002754688,0.000129493,0.00006358835,0.00005551338,0.00003479237,0.001726829],"category_scores_gemma":[0.00004811721,0.00009914875,0.0001051653,0.0002393624,0.00001727826,0.0001276811,0.00003680329,0.0001881528,0.0001194566],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001746198,"about_ca_system_score_gemma":0.0002623432,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005156722,"about_ca_topic_score_gemma":0.000008456103,"domain_scores_codex":[0.9991804,0.00002482806,0.0002127566,0.0002278466,0.000152106,0.0002020938],"domain_scores_gemma":[0.9994504,0.00002645737,0.00008177548,0.0001764349,0.0001065172,0.0001584571],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003756867,0.0003840506,0.3890482,0.00002255117,0.0003819273,0.00008504692,0.0002907445,0.0003187253,0.002013922,0.08367111,0.5176689,0.006077286],"study_design_scores_gemma":[0.0007427158,0.00002007969,0.0340729,0.00002659028,0.00005599314,0.00004475803,0.0008088083,0.00170193,0.002223247,0.003114461,0.9567492,0.0004393136],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8939208,0.0005615574,0.006539602,0.006013657,0.002792304,0.0001324941,0.00002588298,0.0001530742,0.08986057],"genre_scores_gemma":[0.976167,0.000001943682,0.0007711725,0.0005504656,0.002093357,0.000009645507,0.0000881474,0.00001243834,0.02030588],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4390803,"threshold_uncertainty_score":0.9991857,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009464631218664267,"score_gpt":0.2546996666854482,"score_spread":0.2452350354667839,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}